Moonsurf is the browser automation layer that learns once and works forever. Every agent makes every other agent smarter.
No spam. Just launch updates.
Claude's computer use. ChatGPT's Atlas. Manus. They all promise automation.
They all fail on Google Calendar.
Meanwhile, your team wastes hours on tasks that should take minutes:
Current tools treat every page like it's 2004. Click. Wait. Pray it works.
Success rate? 35-65%
That's a coin flip with extra steps.
Moonsurf doesn't parse pages. It understands applications.
Find element → click → hope
Understand state → verify → act → confirm
Breaks when UI changes
Self-heals automatically
Each user starts from zero
Every user benefits from collective knowledge
Fails on complex apps
Handles WhatsApp Web while others choke on Calendar
First time Moonsurf encounters an app, it learns the behavior in under 5 minutes.
That knowledge saves to our collective graph. Every Moonsurf agent gets smarter.
App changed? Moonsurf detects the failure, relearns, and keeps working.
"Other tools couldn't even handle our basic calendar booking flow. Moonsurf automated our entire NotebookLM → Substack pipeline in one afternoon."
— Early design partner, AI content team
94%
task completion rate
(vs. 35-65% industry avg)
5 min
to learn any new app
0
maintenance when apps update
847
developers on waitlist
Other tools see this:
<div class="xyz123">
<button id="btn-8f7a2">Click me</button>
</div>
We see this:
App: WhatsApp Web
State: Conversation open
Available actions: Send message, attach file, start call
Precondition for send: Message text entered
Apps aren't pages. They're state machines.
That insight changes everything.
We're launching Q2 2026. Early access goes to the waitlist—first come, first served.
Join 847 developers building the future of browser automation.
The MCP browser control tool is open source. The collective knowledge graph—the part that makes everything reliable—is our paid product.
Any web application. If it runs in a browser, Moonsurf can automate it. We've tested on WhatsApp Web, NotebookLM, Substack, and dozens more.
Those tools give you browser control. We give you browser intelligence. Control without reliability is just debugging with extra steps.
Q2 2026. Waitlist members get access first.
Free tier for basic usage. Paid tiers for full knowledge graph access. Founding members lock in early pricing forever.
The question is whether you're first.